TensorFlow实战Google深度学习框架.svg

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d="M294.5,524.5C279.5,524.5,279.5,547.5,264.5,547.5L137.5,547.5"></path><path id="kity_path_2368" fill="none" stroke="rgb(115, 161, 191)" stroke-width="1" d="M490.5,472.5C475.5,472.5,475.5,524.5,460.5,524.5L294.5,524.5"></path><path id="kity_path_2369" fill="none" stroke="rgb(115, 161, 191)" stroke-width="1" d="M734.5,328.5C714.5,328.5,714.5,472.5,694.5,472.5L490.5,472.5"></path></g><g id="minder_node1"><path id="kity_path_1007" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1119.5,603h0a234,234,0,0,1,234,234v0a234,234,0,0,1,-234,234h0a234,234,0,0,1,-234,-234v0a234,234,0,0,1,234,-234z" display="none"></path><path id="node_outline1" fill="rgb(115, 161, 191)" stroke="rgb(115, 161, 191)" d="M884.5,811.5h310a5,5,0,0,1,5,5v30a5,5,0,0,1,-5,5h-310a5,5,0,0,1,-5,-5v-30a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text1" fill="white"><text id="kity_text_22" text-rendering="inherit" font-size="16" dy=".8em" y="821.0999999046326" x="903.5">TensorFlow实战Google深度学习框架</text></g></g><g 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text-rendering="inherit" font-size="14" dy=".8em" y="168.40000009536743" x="1160.5">第3章 TF入门</text></g></g><g id="minder_node12" opacity="1"><path id="kity_path_999" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1550,393h0a65,65,0,0,1,65,65v0a65,65,0,0,1,-65,65h0a65,65,0,0,1,-65,-65v0a65,65,0,0,1,65,-65z" display="none"></path><g id="node_expander22" style="cursor: pointer;"><path id="kity_path_609" fill="white" stroke="gray" d="M1475.5,453.5A6,6,0,1,1,1463.5,453.5A6,6,0,1,1,1475.5,453.5"></path><path id="kity_path_610" fill="none" stroke="gray" d="M1465,453.5L1474,453.5"></path></g><path id="node_outline23" fill="rgb(238, 243, 246)" stroke="rgb(115, 161, 191)" d="M1479.5,440.5h126a3,3,0,0,1,3,3v20a3,3,0,0,1,-3,3h-126a3,3,0,0,1,-3,-3v-20a3,3,0,0,1,3,-3z" stroke-width="1"></path><g id="node_text23" fill="black"><text id="kity_text_279" text-rendering="inherit" font-size="14" dy=".8em" y="444.40000009536743" x="1496.5">第4章 深层NN</text></g></g><g id="minder_node24" opacity="1"><path 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d="M1639.5,1107h0a91,91,0,0,1,91,91v0a91,91,0,0,1,-91,91h0a91,91,0,0,1,-91,-91v0a91,91,0,0,1,91,-91z" display="none"></path><g id="node_expander51" style="cursor: pointer;"><path id="kity_path_696" fill="white" stroke="gray" d="M1537.5,1193.5A6,6,0,1,1,1525.5,1193.5A6,6,0,1,1,1537.5,1193.5"></path><path id="kity_path_697" fill="none" stroke="gray" d="M1527,1193.5L1536,1193.5"></path></g><path id="node_outline52" fill="rgb(238, 243, 246)" stroke="rgb(115, 161, 191)" d="M1541.5,1180.5h177a3,3,0,0,1,3,3v20a3,3,0,0,1,-3,3h-177a3,3,0,0,1,-3,-3v-20a3,3,0,0,1,3,-3z" stroke-width="1"></path><g id="node_text52" fill="black"><text id="kity_text_337" text-rendering="inherit" font-size="14" dy=".8em" y="1184.4000000953674" x="1558.5">第6章 图像识别与CNN</text></g></g><g id="minder_node53" opacity="1"><path id="kity_path_1002" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1156,1499h0a82,82,0,0,1,82,82v0a82,82,0,0,1,-82,82h0a82,82,0,0,1,-82,-82v0a82,82,0,0,1,82,-82z" display="none"></path><g 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d="M803.5,1586.5A6,6,0,1,1,791.5,1586.5A6,6,0,1,1,803.5,1586.5"></path><path id="kity_path_781" fill="none" stroke="gray" d="M793,1586.5L802,1586.5"></path></g><path id="node_outline80" fill="rgb(238, 243, 246)" stroke="rgb(115, 161, 191)" d="M680.5,1573.5h107a3,3,0,0,1,3,3v20a3,3,0,0,1,-3,3h-107a3,3,0,0,1,-3,-3v-20a3,3,0,0,1,3,-3z" stroke-width="1"></path><g id="node_text80" fill="black"><text id="kity_text_393" text-rendering="inherit" font-size="14" dy=".8em" y="1577.4000000953674" x="697.5">第8章 RNN</text></g></g><g id="minder_node81" opacity="1"><path id="kity_path_1004" fill="rgba(0, 0, 0, .25)" stroke="none" d="M588,1172h0a80,80,0,0,1,80,80v0a80,80,0,0,1,-80,80h0a80,80,0,0,1,-80,-80v0a80,80,0,0,1,80,-80z" display="none"></path><g id="node_expander90" style="cursor: pointer;"><path id="kity_path_813" fill="white" stroke="gray" d="M673.5,1247.5A6,6,0,1,1,661.5,1247.5A6,6,0,1,1,673.5,1247.5"></path><path id="kity_path_814" fill="none" stroke="gray" d="M663,1247.5L672,1247.5"></path></g><path id="node_outline91" fill="rgb(238, 243, 246)" stroke="rgb(115, 161, 191)" d="M501.5,1234.5h156a3,3,0,0,1,3,3v20a3,3,0,0,1,-3,3h-156a3,3,0,0,1,-3,-3v-20a3,3,0,0,1,3,-3z" stroke-width="1"></path><g id="node_text91" fill="black"><text id="kity_text_415" text-rendering="inherit" font-size="14" dy=".8em" y="1238.4000000953674" x="518.5">第10章 TF高层封装</text></g></g><g id="minder_node92" opacity="1"><path id="kity_path_1005" fill="rgba(0, 0, 0, .25)" stroke="none" d="M704.5,690h0a109,109,0,0,1,109,109v0a109,109,0,0,1,-109,109h0a109,109,0,0,1,-109,-109v0a109,109,0,0,1,109,-109z" display="none"></path><g id="node_expander103" style="cursor: pointer;"><path id="kity_path_852" fill="white" stroke="gray" d="M816.5,794.5A6,6,0,1,1,804.5,794.5A6,6,0,1,1,816.5,794.5"></path><path id="kity_path_853" fill="none" stroke="gray" d="M806,794.5L815,794.5"></path></g><path id="node_outline104" fill="rgb(238, 243, 246)" stroke="rgb(115, 161, 191)" d="M588.5,781.5h212a3,3,0,0,1,3,3v20a3,3,0,0,1,-3,3h-212a3,3,0,0,1,-3,-3v-20a3,3,0,0,1,3,-3z" stroke-width="1"></path><g id="node_text104" fill="black"><text id="kity_text_441" text-rendering="inherit" font-size="14" dy=".8em" y="785.4000000953674" x="605.5">第11章 TensorBoard可视化</text></g></g><g id="minder_node105" opacity="1"><path id="kity_path_1006" fill="rgba(0, 0, 0, .25)" stroke="none" d="M824,253h0a80,80,0,0,1,80,80v0a80,80,0,0,1,-80,80h0a80,80,0,0,1,-80,-80v0a80,80,0,0,1,80,-80z" display="none"></path><g id="node_expander104" style="cursor: pointer;"><path id="kity_path_860" fill="white" stroke="gray" d="M909.5,328.5A6,6,0,1,1,897.5,328.5A6,6,0,1,1,909.5,328.5"></path><path id="kity_path_861" fill="none" stroke="gray" d="M899,328.5L908,328.5"></path></g><path id="node_outline105" fill="rgb(238, 243, 246)" stroke="rgb(115, 161, 191)" d="M737.5,315.5h156a3,3,0,0,1,3,3v20a3,3,0,0,1,-3,3h-156a3,3,0,0,1,-3,-3v-20a3,3,0,0,1,3,-3z" stroke-width="1"></path><g id="node_text105" fill="black"><text id="kity_text_857" text-rendering="inherit" font-size="14" dy=".8em" y="319.40000009536743" x="754.5">第12章 TF计算加速</text></g></g><g id="kity_g_12" display="none"><path id="kity_path_13" fill="none" stroke="rgb(66, 94, 112)" d="M1473.5,51.5h113a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-113a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="5"></path></g><g id="minder_node25" opacity="1"><path id="kity_path_1028" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1596,661h0a65,65,0,0,1,65,65v0a65,65,0,0,1,-65,65h0a65,65,0,0,1,-65,-65v0a65,65,0,0,1,65,-65z" display="none"></path><g id="node_expander23" style="cursor: pointer;" display="none"><path id="kity_path_612" fill="white" stroke="gray" d="M1523.5,720.5A6,6,0,1,1,1511.5,720.5A6,6,0,1,1,1523.5,720.5"></path><path id="kity_path_613" fill="none" stroke="gray"></path></g><path id="node_outline24" fill="none" stroke="none" d="M1528.5,709.5h118a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-118a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text24" fill="black"><text id="kity_text_281" text-rendering="inherit" font-size="12" dy=".8em" y="712.7000000476837" x="1533.5">5.1 MNIST数据处理</text></g></g><g id="minder_node27" opacity="1"><path id="kity_path_1029" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1857.5,678h0a53,53,0,0,1,53,53v0a53,53,0,0,1,-53,53h0a53,53,0,0,1,-53,-53v0a53,53,0,0,1,53,-53z" display="none"></path><g id="node_expander24" style="cursor: pointer;" display="none"><path id="kity_path_615" fill="white" stroke="gray" d="M1796.5,725.5A6,6,0,1,1,1784.5,725.5A6,6,0,1,1,1796.5,725.5"></path><path id="kity_path_616" fill="none" stroke="gray"></path></g><path id="node_outline25" fill="none" stroke="none" d="M1801.5,714.5h97a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-97a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text25" fill="black"><text id="kity_text_283" text-rendering="inherit" font-size="12" dy=".8em" y="717.7000000476837" x="1806.5">5.2.1 TF训练NN</text></g></g><g id="minder_node28" opacity="1"><path id="kity_path_1030" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1879,690h0a94,94,0,0,1,94,94v0a94,94,0,0,1,-94,94h0a94,94,0,0,1,-94,-94v0a94,94,0,0,1,94,-94z" display="none"></path><g id="node_expander25" style="cursor: pointer;" display="none"><path id="kity_path_618" fill="white" stroke="gray" d="M1776.5,778.5A6,6,0,1,1,1764.5,778.5A6,6,0,1,1,1776.5,778.5"></path><path id="kity_path_619" fill="none" stroke="gray"></path></g><path id="node_outline26" fill="none" stroke="none" d="M1781.5,767.5h173a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-173a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text26" fill="black"><text id="kity_text_285" text-rendering="inherit" font-size="12" dy=".8em" y="770.7000000476837" x="1786.5">5.2.2 使用验证集判断模型效果</text></g></g><g id="minder_node30"><path id="kity_path_1031" fill="rgba(0, 0, 0, .25)" stroke="none" d="M2053.5,682h0a46,46,0,0,1,46,46v0a46,46,0,0,1,-46,46h0a46,46,0,0,1,-46,-46v0a46,46,0,0,1,46,-46z" display="none"></path><g id="node_expander26" style="cursor: pointer;" display="none"><path id="kity_path_621" fill="white" stroke="gray" d="M1999.5,722.5A6,6,0,1,1,1987.5,722.5A6,6,0,1,1,1999.5,722.5"></path><path id="kity_path_622" fill="none" stroke="gray"></path></g><path id="node_outline27" fill="none" stroke="none" d="M2004.5,711.5h84a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-84a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text27" fill="black"><text id="kity_text_287" text-rendering="inherit" font-size="12" dy=".8em" y="714.7000000476837" x="2009.5">使用所有优化</text></g></g><g id="minder_node31"><path id="kity_path_1032" fill="rgba(0, 0, 0, .25)" stroke="none" d="M2059.5,728h0a52,52,0,0,1,52,52v0a52,52,0,0,1,-52,52h0a52,52,0,0,1,-52,-52v0a52,52,0,0,1,52,-52z" display="none"></path><g id="node_expander27" style="cursor: pointer;" display="none"><path id="kity_path_624" fill="white" stroke="gray" d="M1999.5,774.5A6,6,0,1,1,1987.5,774.5A6,6,0,1,1,1999.5,774.5"></path><path id="kity_path_625" fill="none" stroke="gray"></path></g><path id="node_outline28" fill="none" stroke="none" d="M2004.5,763.5h95a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-95a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text28" fill="black"><text id="kity_text_289" text-rendering="inherit" font-size="12" dy=".8em" y="766.7000000476837" x="2009.5">不使用滑动平均</text></g></g><g id="minder_node32"><path id="kity_path_1033" fill="rgba(0, 0, 0, .25)" stroke="none" d="M2053.5,786h0a46,46,0,0,1,46,46v0a46,46,0,0,1,-46,46h0a46,46,0,0,1,-46,-46v0a46,46,0,0,1,46,-46z" display="none"></path><g id="node_expander28" style="cursor: pointer;" display="none"><path id="kity_path_627" fill="white" stroke="gray" d="M1999.5,826.5A6,6,0,1,1,1987.5,826.5A6,6,0,1,1,1999.5,826.5"></path><path id="kity_path_628" fill="none" stroke="gray"></path></g><path id="node_outline29" fill="none" stroke="none" d="M2004.5,815.5h84a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-84a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text29" fill="black"><text id="kity_text_291" text-rendering="inherit" font-size="12" dy=".8em" y="818.7000000476837" x="2009.5">不使用正则化</text></g></g><g id="minder_node33"><path id="kity_path_1034" fill="rgba(0, 0, 0, .25)" stroke="none" d="M2079.5,812h0a72,72,0,0,1,72,72v0a72,72,0,0,1,-72,72h0a72,72,0,0,1,-72,-72v0a72,72,0,0,1,72,-72z" display="none"></path><g id="node_expander29" style="cursor: pointer;" display="none"><path id="kity_path_630" fill="white" stroke="gray" d="M1999.5,878.5A6,6,0,1,1,1987.5,878.5A6,6,0,1,1,1999.5,878.5"></path><path id="kity_path_631" fill="none" stroke="gray"></path></g><path id="node_outline30" fill="none" stroke="none" d="M2004.5,867.5h132a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-132a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text30" fill="black"><text id="kity_text_293" text-rendering="inherit" font-size="12" dy=".8em" y="870.7000000476837" x="2009.5">不使用指数衰减学习率</text></g></g><g id="minder_node34"><path id="kity_path_1035" fill="rgba(0, 0, 0, .25)" stroke="none" d="M2053.5,890h0a46,46,0,0,1,46,46v0a46,46,0,0,1,-46,46h0a46,46,0,0,1,-46,-46v0a46,46,0,0,1,46,-46z" display="none"></path><g id="node_expander30" style="cursor: pointer;" display="none"><path id="kity_path_633" fill="white" stroke="gray" d="M1999.5,930.5A6,6,0,1,1,1987.5,930.5A6,6,0,1,1,1999.5,930.5"></path><path id="kity_path_634" fill="none" stroke="gray"></path></g><path id="node_outline31" fill="none" stroke="none" d="M2004.5,919.5h84a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-84a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text31" fill="black"><text id="kity_text_295" text-rendering="inherit" font-size="12" dy=".8em" y="922.7000000476837" x="2009.5">不使用隐藏层</text></g></g><g id="minder_node35"><path id="kity_path_1036" fill="rgba(0, 0, 0, .25)" stroke="none" d="M2060,935h0a53,53,0,0,1,53,53v0a53,53,0,0,1,-53,53h0a53,53,0,0,1,-53,-53v0a53,53,0,0,1,53,-53z" display="none"></path><g id="node_expander31" style="cursor: pointer;" display="none"><path id="kity_path_636" fill="white" stroke="gray" d="M1999.5,982.5A6,6,0,1,1,1987.5,982.5A6,6,0,1,1,1999.5,982.5"></path><path id="kity_path_637" fill="none" stroke="gray"></path></g><path id="node_outline32" fill="none" stroke="none" d="M2004.5,971.5h96a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-96a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text32" fill="black"><text id="kity_text_297" text-rendering="inherit" font-size="12" dy=".8em" y="974.7000000476837" x="2009.5">不使用激活函数</text></g></g><g id="minder_node29" opacity="1"><path id="kity_path_1037" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1895.5,783h0a75,75,0,0,1,75,75v0a75,75,0,0,1,-75,75h0a75,75,0,0,1,-75,-75v0a75,75,0,0,1,75,-75z" display="none"></path><g id="node_expander32" style="cursor: pointer;"><path id="kity_path_639" fill="white" stroke="gray" d="M1812.5,852.5A6,6,0,1,1,1800.5,852.5A6,6,0,1,1,1812.5,852.5"></path><path id="kity_path_640" fill="none" stroke="gray" d="M1802,852.5L1811,852.5"></path></g><path id="node_outline33" fill="none" stroke="none" d="M1817.5,841.5h137a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-137a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text33" fill="black"><text id="kity_text_299" text-rendering="inherit" font-size="12" dy=".8em" y="844.7000000476837" x="1822.5">5.2.3 不同模型效果比较</text></g></g><g id="minder_node26" opacity="1"><path id="kity_path_1038" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1642.5,678h0a112,112,0,0,1,112,112v0a112,112,0,0,1,-112,112h0a112,112,0,0,1,-112,-112v0a112,112,0,0,1,112,-112z" display="none"></path><g id="node_expander33" style="cursor: pointer;"><path id="kity_path_642" fill="white" stroke="gray" d="M1522.5,784.5A6,6,0,1,1,1510.5,784.5A6,6,0,1,1,1522.5,784.5"></path><path id="kity_path_643" fill="none" stroke="gray" d="M1512,784.5L1521,784.5"></path></g><path id="node_outline34" fill="none" stroke="none" d="M1527.5,773.5h206a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-206a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text34" fill="black"><text id="kity_text_301" text-rendering="inherit" font-size="12" dy=".8em" y="776.7000000476837" x="1532.5">5.2 NN模型训练及不同模型结果对比</text></g></g><g id="minder_node36" opacity="1"><path id="kity_path_1039" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1577,820h0a44,44,0,0,1,44,44v0a44,44,0,0,1,-44,44h0a44,44,0,0,1,-44,-44v0a44,44,0,0,1,44,-44z" display="none"></path><g id="node_expander34" style="cursor: pointer;" display="none"><path id="kity_path_645" fill="white" stroke="gray" d="M1525.5,858.5A6,6,0,1,1,1513.5,858.5A6,6,0,1,1,1525.5,858.5"></path><path id="kity_path_646" fill="none" stroke="gray"></path></g><path id="node_outline35" fill="none" stroke="none" d="M1530.5,847.5h80a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-80a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text35" fill="black"><text id="kity_text_303" text-rendering="inherit" font-size="12" dy=".8em" y="850.7000000476837" x="1535.5">5.3 变量管理</text></g></g><g id="minder_node38" opacity="1"><path id="kity_path_1040" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1734.5,860h0a49,49,0,0,1,49,49v0a49,49,0,0,1,-49,49h0a49,49,0,0,1,-49,-49v0a49,49,0,0,1,49,-49z" display="none"></path><g id="node_expander35" style="cursor: pointer;" display="none"><path id="kity_path_648" fill="white" stroke="gray" d="M1677.5,903.5A6,6,0,1,1,1665.5,903.5A6,6,0,1,1,1677.5,903.5"></path><path id="kity_path_649" fill="none" stroke="gray"></path></g><path id="node_outline36" fill="none" stroke="none" d="M1682.5,892.5h89a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-89a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text36" fill="black"><text id="kity_text_305" text-rendering="inherit" font-size="12" dy=".8em" y="895.7000000476837" x="1687.5">5.4.1 代码实现</text></g></g><g id="minder_node39" opacity="1"><path id="kity_path_1041" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1761,896h0a68,68,0,0,1,68,68v0a68,68,0,0,1,-68,68h0a68,68,0,0,1,-68,-68v0a68,68,0,0,1,68,-68z" display="none"></path><g id="node_expander36" style="cursor: pointer;" display="none"><path id="kity_path_651" fill="white" stroke="gray" d="M1684.5,958.5A6,6,0,1,1,1672.5,958.5A6,6,0,1,1,1684.5,958.5"></path><path id="kity_path_652" fill="none" stroke="gray"></path></g><path id="node_outline37" fill="none" stroke="none" d="M1689.5,947.5h125a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-125a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text37" fill="black"><text id="kity_text_307" text-rendering="inherit" font-size="12" dy=".8em" y="950.7000000476837" x="1694.5">5.4.2 原理及数据格式</text></g></g><g id="minder_node37" opacity="1"><path id="kity_path_1042" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1589,884h0a58,58,0,0,1,58,58v0a58,58,0,0,1,-58,58h0a58,58,0,0,1,-58,-58v0a58,58,0,0,1,58,-58z" display="none"></path><g id="node_expander37" style="cursor: pointer;"><path id="kity_path_654" fill="white" stroke="gray" d="M1523.5,936.5A6,6,0,1,1,1511.5,936.5A6,6,0,1,1,1523.5,936.5"></path><path id="kity_path_655" fill="none" stroke="gray" d="M1513,936.5L1522,936.5"></path></g><path id="node_outline38" fill="none" stroke="none" d="M1528.5,925.5h105a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-105a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text38" fill="black"><text id="kity_text_309" text-rendering="inherit" font-size="12" dy=".8em" y="928.7000000476837" x="1533.5">5.4 TF模型持久化</text></g></g><g id="minder_node40" opacity="1"><path id="kity_path_1043" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1606,945h0a76,76,0,0,1,76,76v0a76,76,0,0,1,-76,76h0a76,76,0,0,1,-76,-76v0a76,76,0,0,1,76,-76z" display="none"></path><g id="node_expander38" style="cursor: pointer;" display="none"><path id="kity_path_657" fill="white" stroke="gray" d="M1521.5,1015.5A6,6,0,1,1,1509.5,1015.5A6,6,0,1,1,1521.5,1015.5"></path><path id="kity_path_658" fill="none" stroke="gray"></path></g><path id="node_outline39" fill="none" stroke="none" d="M1526.5,1004.5h141a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-141a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text39" fill="black"><text id="kity_text_311" text-rendering="inherit" font-size="12" dy=".8em" y="1007.7000000476837" x="1531.5">5.5 TF最佳实践样例程序</text></g></g><g id="minder_node3" opacity="1"><path id="kity_path_1008" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1394.5,-47h0a84,84,0,0,1,84,84v0a84,84,0,0,1,-84,84h0a84,84,0,0,1,-84,-84v0a84,84,0,0,1,84,-84z" display="none"></path><g id="node_expander1" style="cursor: pointer;" display="none"><path id="kity_path_546" fill="white" stroke="gray" d="M1302.5,31.5A6,6,0,1,1,1290.5,31.5A6,6,0,1,1,1302.5,31.5"></path><path id="kity_path_547" fill="none" stroke="gray"></path></g><path id="node_outline2" fill="none" stroke="none" d="M1307.5,20.5h154a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-154a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text2" fill="black"><text id="kity_text_237" text-rendering="inherit" font-size="12" dy=".8em" y="23.700000047683716" x="1312.5">3.1 TF计算模型——计算图</text></g></g><g id="minder_node4" opacity="1"><path id="kity_path_1009" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1391.5,4h0a78,78,0,0,1,78,78v0a78,78,0,0,1,-78,78h0a78,78,0,0,1,-78,-78v0a78,78,0,0,1,78,-78z" display="none"></path><g id="node_expander2" style="cursor: pointer;" display="none"><path id="kity_path_549" fill="white" stroke="gray" d="M1305.5,76.5A6,6,0,1,1,1293.5,76.5A6,6,0,1,1,1305.5,76.5"></path><path id="kity_path_550" fill="none" stroke="gray"></path></g><path id="node_outline3" fill="none" stroke="none" d="M1310.5,65.5h143a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-143a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" 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TF运行模型——会话</text></g></g><g id="minder_node7" opacity="1"><path id="kity_path_1011" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1575,53h0a67,67,0,0,1,67,67v0a67,67,0,0,1,-67,67h0a67,67,0,0,1,-67,-67v0a67,67,0,0,1,67,-67z" display="none"></path><g id="node_expander4" style="cursor: pointer;" display="none"><path id="kity_path_555" fill="white" stroke="gray" d="M1499.5,114.5A6,6,0,1,1,1487.5,114.5A6,6,0,1,1,1499.5,114.5"></path><path id="kity_path_556" fill="none" stroke="gray"></path></g><path id="node_outline5" fill="none" stroke="none" d="M1504.5,103.5h123a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-123a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text5" fill="black"><text id="kity_text_243" text-rendering="inherit" font-size="12" dy=".8em" y="106.70000004768372" x="1509.5">3.4.1 TF playground</text></g></g><g id="minder_node8" opacity="1"><path id="kity_path_1012" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1574.5,102h0a62,62,0,0,1,62,62v0a62,62,0,0,1,-62,62h0a62,62,0,0,1,-62,-62v0a62,62,0,0,1,62,-62z" display="none"></path><g id="node_expander5" style="cursor: pointer;" display="none"><path id="kity_path_558" fill="white" stroke="gray" d="M1504.5,158.5A6,6,0,1,1,1492.5,158.5A6,6,0,1,1,1504.5,158.5"></path><path id="kity_path_559" fill="none" stroke="gray"></path></g><path id="node_outline6" fill="none" stroke="none" d="M1509.5,147.5h113a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-113a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text6" fill="black"><text id="kity_text_245" text-rendering="inherit" font-size="12" dy=".8em" y="150.70000004768372" x="1514.5">3.4.2 前向传播算法</text></g></g><g id="minder_node9" opacity="1"><path id="kity_path_1013" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1580.5,138h0a73,73,0,0,1,73,73v0a73,73,0,0,1,-73,73h0a73,73,0,0,1,-73,-73v0a73,73,0,0,1,73,-73z" display="none"></path><g id="node_expander6" style="cursor: pointer;" display="none"><path id="kity_path_561" fill="white" stroke="gray" d="M1499.5,205.5A6,6,0,1,1,1487.5,205.5A6,6,0,1,1,1499.5,205.5"></path><path id="kity_path_562" fill="none" stroke="gray"></path></g><path id="node_outline7" fill="none" stroke="none" d="M1504.5,194.5h134a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-134a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text7" fill="black"><text id="kity_text_247" text-rendering="inherit" font-size="12" dy=".8em" y="197.70000004768372" x="1509.5">3.4.3 NN参数和TF变量</text></g></g><g id="minder_node10" opacity="1"><path id="kity_path_1014" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1586,175h0a79,79,0,0,1,79,79v0a79,79,0,0,1,-79,79h0a79,79,0,0,1,-79,-79v0a79,79,0,0,1,79,-79z" display="none"></path><g id="node_expander7" style="cursor: pointer;" display="none"><path id="kity_path_564" fill="white" stroke="gray" d="M1498.5,248.5A6,6,0,1,1,1486.5,248.5A6,6,0,1,1,1498.5,248.5"></path><path id="kity_path_565" fill="none" stroke="gray"></path></g><path 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opacity="1"><path id="kity_path_1055" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1567,1254h0a77,77,0,0,1,77,77v0a77,77,0,0,1,-77,77h0a77,77,0,0,1,-77,-77v0a77,77,0,0,1,77,-77z" display="none"></path><g id="node_expander52" style="cursor: pointer;" display="none"><path id="kity_path_699" fill="white" stroke="gray" d="M1481.5,1325.5A6,6,0,1,1,1469.5,1325.5A6,6,0,1,1,1481.5,1325.5"></path><path id="kity_path_700" fill="none" stroke="gray"></path></g><path id="node_outline53" fill="none" stroke="none" d="M1486.5,1314.5h142a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-142a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text53" fill="black"><text id="kity_text_339" text-rendering="inherit" font-size="12" dy=".8em" y="1317.7000000476837" x="1491.5">7.1.1 TFRecord格式介绍</text></g></g><g id="minder_node56" opacity="1"><path id="kity_path_1056" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1562,1297h0a77,77,0,0,1,77,77v0a77,77,0,0,1,-77,77h0a77,77,0,0,1,-77,-77v0a77,77,0,0,1,77,-77z" 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d="M1281.5,1343.5A6,6,0,1,1,1269.5,1343.5A6,6,0,1,1,1281.5,1343.5"></path><path id="kity_path_706" fill="none" stroke="gray" d="M1271,1343.5L1280,1343.5"></path></g><path id="node_outline55" fill="none" stroke="none" d="M1286.5,1332.5h157a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-157a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text55" fill="black"><text id="kity_text_343" text-rendering="inherit" font-size="12" dy=".8em" y="1335.7000000476837" x="1291.5">7.1 TFRecord输入数据格式</text></g></g><g id="minder_node59" opacity="1"><path id="kity_path_1058" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1703,1331h0a46,46,0,0,1,46,46v0a46,46,0,0,1,-46,46h0a46,46,0,0,1,-46,-46v0a46,46,0,0,1,46,-46z" display="none"></path><g id="node_expander55" style="cursor: pointer;" display="none"><path id="kity_path_708" fill="white" stroke="gray" d="M1649.5,1371.5A6,6,0,1,1,1637.5,1371.5A6,6,0,1,1,1649.5,1371.5"></path><path id="kity_path_709" fill="none" stroke="gray"></path></g><path 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fill="black"><text id="kity_text_347" text-rendering="inherit" font-size="12" dy=".8em" y="1405.7000000476837" x="1661.5">图像大小调整</text></g></g><g id="minder_node61"><path id="kity_path_1060" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1692,1431h0a34,34,0,0,1,34,34v0a34,34,0,0,1,-34,34h0a34,34,0,0,1,-34,-34v0a34,34,0,0,1,34,-34z" display="none"></path><g id="node_expander57" style="cursor: pointer;" display="none"><path id="kity_path_714" fill="white" stroke="gray" d="M1651.5,1459.5A6,6,0,1,1,1639.5,1459.5A6,6,0,1,1,1651.5,1459.5"></path><path id="kity_path_715" fill="none" stroke="gray"></path></g><path id="node_outline58" fill="none" stroke="none" d="M1656.5,1448.5h59a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-59a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text58" fill="black"><text id="kity_text_349" text-rendering="inherit" font-size="12" dy=".8em" y="1451.7000000476837" x="1661.5">图像翻转</text></g></g><g id="minder_node62" opacity="1"><path id="kity_path_1061" fill="rgba(0, 0, 0, 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display="none"><path id="kity_path_720" fill="white" stroke="gray" d="M1649.5,1548.5A6,6,0,1,1,1637.5,1548.5A6,6,0,1,1,1649.5,1548.5"></path><path id="kity_path_721" fill="none" stroke="gray"></path></g><path id="node_outline60" fill="none" stroke="none" d="M1654.5,1537.5h72a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-72a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text60" fill="black"><text id="kity_text_353" text-rendering="inherit" font-size="12" dy=".8em" y="1540.7000000476837" x="1659.5">处理标注框</text></g></g><g id="minder_node58" opacity="1"><path id="kity_path_1063" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1551.5,1396h0a69,69,0,0,1,69,69v0a69,69,0,0,1,-69,69h0a69,69,0,0,1,-69,-69v0a69,69,0,0,1,69,-69z" display="none"></path><g id="node_expander60" style="cursor: pointer;"><path id="kity_path_723" fill="white" stroke="gray" d="M1474.5,1459.5A6,6,0,1,1,1462.5,1459.5A6,6,0,1,1,1474.5,1459.5"></path><path id="kity_path_724" fill="none" stroke="gray" d="M1464,1459.5L1473,1459.5"></path></g><path id="node_outline61" fill="none" stroke="none" d="M1479.5,1448.5h127a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-127a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text61" fill="black"><text id="kity_text_355" text-rendering="inherit" font-size="12" dy=".8em" y="1451.7000000476837" x="1484.5">7.2.1 TF图像处理函数</text></g></g><g id="minder_node64" opacity="1"><path id="kity_path_1064" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1533.5,1487h0a81,81,0,0,1,81,81v0a81,81,0,0,1,-81,81h0a81,81,0,0,1,-81,-81v0a81,81,0,0,1,81,-81z" display="none"></path><g id="node_expander61" style="cursor: pointer;" display="none"><path id="kity_path_726" fill="white" stroke="gray" d="M1444.5,1562.5A6,6,0,1,1,1432.5,1562.5A6,6,0,1,1,1444.5,1562.5"></path><path id="kity_path_727" fill="none" stroke="gray"></path></g><path id="node_outline62" fill="none" stroke="none" d="M1449.5,1551.5h148a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-148a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text62" fill="black"><text id="kity_text_357" text-rendering="inherit" font-size="12" dy=".8em" y="1554.7000000476837" x="1454.5">7.2.2 图像预处理完整样例</text></g></g><g id="minder_node57"><path id="kity_path_1065" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1335,1473h0a57,57,0,0,1,57,57v0a57,57,0,0,1,-57,57h0a57,57,0,0,1,-57,-57v0a57,57,0,0,1,57,-57z" display="none"></path><g id="node_expander62" style="cursor: pointer;"><path id="kity_path_729" fill="white" stroke="gray" d="M1270.5,1524.5A6,6,0,1,1,1258.5,1524.5A6,6,0,1,1,1270.5,1524.5"></path><path id="kity_path_730" fill="none" stroke="gray" d="M1260,1524.5L1269,1524.5"></path></g><path id="node_outline63" fill="none" stroke="none" d="M1275.5,1513.5h104a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-104a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text63" fill="black"><text id="kity_text_359" text-rendering="inherit" font-size="12" dy=".8em" y="1516.7000000476837" x="1280.5">7.2 图像数据处理</text></g></g><g id="minder_node66" opacity="1"><path id="kity_path_1066" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1549.5,1573h0a62,62,0,0,1,62,62v0a62,62,0,0,1,-62,62h0a62,62,0,0,1,-62,-62v0a62,62,0,0,1,62,-62z" display="none"></path><g id="node_expander63" style="cursor: pointer;" display="none"><path id="kity_path_732" fill="white" stroke="gray" d="M1479.5,1629.5A6,6,0,1,1,1467.5,1629.5A6,6,0,1,1,1479.5,1629.5"></path><path id="kity_path_733" fill="none" stroke="gray"></path></g><path id="node_outline64" fill="none" stroke="none" d="M1484.5,1618.5h113a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-113a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text64" fill="black"><text id="kity_text_361" text-rendering="inherit" font-size="12" dy=".8em" y="1621.7000000476837" x="1489.5">7.3.1 队列与多线程</text></g></g><g id="minder_node67" opacity="1"><path id="kity_path_1067" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1548,1615h0a62,62,0,0,1,62,62v0a62,62,0,0,1,-62,62h0a62,62,0,0,1,-62,-62v0a62,62,0,0,1,62,-62z" display="none"></path><g id="node_expander64" style="cursor: pointer;" display="none"><path id="kity_path_735" fill="white" stroke="gray" d="M1478.5,1671.5A6,6,0,1,1,1466.5,1671.5A6,6,0,1,1,1478.5,1671.5"></path><path id="kity_path_736" fill="none" stroke="gray"></path></g><path id="node_outline65" fill="none" stroke="none" d="M1483.5,1660.5h112a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-112a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text65" fill="black"><text id="kity_text_363" text-rendering="inherit" font-size="12" dy=".8em" y="1663.7000000476837" x="1488.5">7.3.2 输入文件队列</text></g></g><g id="minder_node68" opacity="1"><path id="kity_path_1068" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1588.5,1625h0a102,102,0,0,1,102,102v0a102,102,0,0,1,-102,102h0a102,102,0,0,1,-102,-102v0a102,102,0,0,1,102,-102z" display="none"></path><g 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d="M1478.5,1766.5A6,6,0,1,1,1466.5,1766.5A6,6,0,1,1,1478.5,1766.5"></path><path id="kity_path_742" fill="none" stroke="gray"></path></g><path id="node_outline67" fill="none" stroke="none" d="M1483.5,1755.5h137a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-137a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text67" fill="black"><text id="kity_text_367" text-rendering="inherit" font-size="12" dy=".8em" y="1758.7000000476837" x="1488.5">7.3.4 输入数据处理框架</text></g></g><g id="minder_node65" opacity="1"><path id="kity_path_1070" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1361.5,1614h0a89,89,0,0,1,89,89v0a89,89,0,0,1,-89,89h0a89,89,0,0,1,-89,-89v0a89,89,0,0,1,89,-89z" display="none"></path><g id="node_expander67" style="cursor: pointer;"><path id="kity_path_744" fill="white" stroke="gray" d="M1264.5,1697.5A6,6,0,1,1,1252.5,1697.5A6,6,0,1,1,1264.5,1697.5"></path><path id="kity_path_745" fill="none" stroke="gray" d="M1254,1697.5L1263,1697.5"></path></g><path id="node_outline68" 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text-rendering="inherit" font-size="12" dy=".8em" y="1810.7000000476837" x="1458.5">7.4.1 基本使用方法</text></g></g><g id="minder_node72"><path id="kity_path_1072" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1505.5,1827h0a49,49,0,0,1,49,49v0a49,49,0,0,1,-49,49h0a49,49,0,0,1,-49,-49v0a49,49,0,0,1,49,-49z" display="none"></path><g id="node_expander69" style="cursor: pointer;" display="none"><path id="kity_path_750" fill="white" stroke="gray" d="M1448.5,1870.5A6,6,0,1,1,1436.5,1870.5A6,6,0,1,1,1448.5,1870.5"></path><path id="kity_path_751" fill="none" stroke="gray"></path></g><path id="node_outline70" fill="none" stroke="none" d="M1453.5,1859.5h89a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-89a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text70" fill="black"><text id="kity_text_373" text-rendering="inherit" font-size="12" dy=".8em" y="1862.7000000476837" x="1458.5">7.4.2 高层操作</text></g></g><g id="minder_node70" opacity="1"><path id="kity_path_1073" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1346,1777h0a73,73,0,0,1,73,73v0a73,73,0,0,1,-73,73h0a73,73,0,0,1,-73,-73v0a73,73,0,0,1,73,-73z" display="none"></path><g id="node_expander70" style="cursor: pointer;"><path id="kity_path_753" fill="white" stroke="gray" d="M1264.5,1844.5A6,6,0,1,1,1252.5,1844.5A6,6,0,1,1,1264.5,1844.5"></path><path id="kity_path_754" fill="none" stroke="gray" d="M1254,1844.5L1263,1844.5"></path></g><path id="node_outline71" fill="none" stroke="none" d="M1269.5,1833.5h134a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-134a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text71" fill="black"><text id="kity_text_375" text-rendering="inherit" font-size="12" dy=".8em" y="1836.7000000476837" x="1274.5">7.4 数据集（Dataset）</text></g></g><g id="minder_node42" opacity="1"><path id="kity_path_1044" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1876,967h0a108,108,0,0,1,108,108v0a108,108,0,0,1,-108,108h0a108,108,0,0,1,-108,-108v0a108,108,0,0,1,108,-108z" display="none"></path><g id="node_expander40" style="cursor: pointer;" display="none"><path id="kity_path_663" fill="white" stroke="gray" d="M1759.5,1069.5A6,6,0,1,1,1747.5,1069.5A6,6,0,1,1,1759.5,1069.5"></path><path id="kity_path_664" fill="none" stroke="gray"></path></g><path id="node_outline41" fill="none" stroke="none" d="M1764.5,1058.5h200a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-200a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text41" fill="black"><text id="kity_text_315" text-rendering="inherit" font-size="12" dy=".8em" y="1061.7000000476837" x="1769.5">6.1 图像识别问题简介及经典数据集</text></g></g><g id="minder_node43" opacity="1"><path id="kity_path_1045" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1813,1071h0a46,46,0,0,1,46,46v0a46,46,0,0,1,-46,46h0a46,46,0,0,1,-46,-46v0a46,46,0,0,1,46,-46z" display="none"></path><g id="node_expander41" style="cursor: pointer;" display="none"><path id="kity_path_666" fill="white" stroke="gray" d="M1759.5,1111.5A6,6,0,1,1,1747.5,1111.5A6,6,0,1,1,1759.5,1111.5"></path><path 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d="M1920.5,1125.5h77a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-77a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text43" fill="black"><text id="kity_text_319" text-rendering="inherit" font-size="12" dy=".8em" y="1128.7000000476837" x="1925.5">6.3.1 卷积层</text></g></g><g id="minder_node46" opacity="1"><path id="kity_path_1047" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1970,1145h0a43,43,0,0,1,43,43v0a43,43,0,0,1,-43,43h0a43,43,0,0,1,-43,-43v0a43,43,0,0,1,43,-43z" display="none"></path><g id="node_expander43" style="cursor: pointer;" display="none"><path id="kity_path_672" fill="white" stroke="gray" d="M1919.5,1182.5A6,6,0,1,1,1907.5,1182.5A6,6,0,1,1,1919.5,1182.5"></path><path id="kity_path_673" fill="none" stroke="gray"></path></g><path id="node_outline44" fill="none" stroke="none" d="M1924.5,1171.5h77a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-77a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text44" fill="black"><text id="kity_text_321" text-rendering="inherit" font-size="12" dy=".8em" y="1174.7000000476837" x="1929.5">6.3.2 池化层</text></g></g><g id="minder_node44"><path id="kity_path_1048" fill="rgba(0, 0, 0, .25)" stroke="none" d="M1827.5,1102h0a58,58,0,0,1,58,58v0a58,58,0,0,1,-58,58h0a58,58,0,0,1,-58,-58v0a58,58,0,0,1,58,-58z" display="none"></path><g id="node_expander44" style="cursor: pointer;"><path id="kity_path_675" fill="white" stroke="gray" d="M1761.5,1154.5A6,6,0,1,1,1749.5,1154.5A6,6,0,1,1,1761.5,1154.5"></path><path id="kity_path_676" fill="none" stroke="gray" d="M1751,1154.5L1760,1154.5"></path></g><path id="node_outline45" fill="none" stroke="none" d="M1766.5,1143.5h106a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-106a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text45" fill="black"><text id="kity_text_323" text-rendering="inherit" font-size="12" dy=".8em" y="1146.7000000476837" x="1771.5">6.3 CNN常用结构</text></g></g><g id="minder_node48" opacity="1"><path id="kity_path_1049" fill="rgba(0, 0, 0, .25)" 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pointer;" display="none"><path id="kity_path_804" fill="white" stroke="gray" d="M328.5,1357.5A6,6,0,1,1,316.5,1357.5A6,6,0,1,1,328.5,1357.5"></path><path id="kity_path_805" fill="none" stroke="gray"></path></g><path id="node_outline88" fill="none" stroke="none" d="M203.5,1346.5h108a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-108a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z"></path><g id="node_text88" fill="black"><text id="kity_text_409" text-rendering="inherit" font-size="12" dy=".8em" y="1349.7000000476837" x="208.5">10.3.2 自定义模型</text></g></g><g id="minder_node91" opacity="1"><path id="kity_path_1089" fill="rgba(0, 0, 0, .25)" stroke="none" d="M262.5,1343h0a63,63,0,0,1,63,63v0a63,63,0,0,1,-63,63h0a63,63,0,0,1,-63,-63v0a63,63,0,0,1,63,-63z" display="none"></path><g id="node_expander88" style="cursor: pointer;" display="none"><path id="kity_path_807" fill="white" stroke="gray" d="M328.5,1400.5A6,6,0,1,1,316.5,1400.5A6,6,0,1,1,328.5,1400.5"></path><path id="kity_path_808" fill="none" 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stroke-width="3"></path><g id="node_text90" fill="black"><text id="kity_text_413" text-rendering="inherit" font-size="12" dy=".8em" y="1349.7000000476837" x="366.5">10.3 Estimator</text></g></g><g id="minder_node93" opacity="1"><path id="kity_path_1091" fill="rgba(0, 0, 0, .25)" stroke="none" d="M473.5,589h0a74,74,0,0,1,74,74v0a74,74,0,0,1,-74,74h0a74,74,0,0,1,-74,-74v0a74,74,0,0,1,74,-74z" display="none"></path><g id="node_expander91" style="cursor: pointer;" display="none"><path id="kity_path_816" fill="white" stroke="gray" d="M548.5,657.5A6,6,0,1,1,536.5,657.5A6,6,0,1,1,548.5,657.5"></path><path id="kity_path_817" fill="none" stroke="gray"></path></g><path id="node_outline92" fill="none" stroke="none" d="M396.5,646.5h135a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-135a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text92" fill="black"><text id="kity_text_417" text-rendering="inherit" font-size="12" dy=".8em" y="649.7000000476837" x="401.5">11.1 TensorBoard简介</text></g></g><g id="minder_node95" opacity="1"><path id="kity_path_1092" fill="rgba(0, 0, 0, .25)" stroke="none" d="M153,573h0a124,124,0,0,1,124,124v0a124,124,0,0,1,-124,124h0a124,124,0,0,1,-124,-124v0a124,124,0,0,1,124,-124z" display="none"></path><g id="node_expander92" style="cursor: pointer;" display="none"><path id="kity_path_819" fill="white" stroke="gray" d="M270.5,691.5A6,6,0,1,1,258.5,691.5A6,6,0,1,1,270.5,691.5"></path><path id="kity_path_820" fill="none" stroke="gray"></path></g><path id="node_outline93" fill="none" stroke="none" d="M25.5,680.5h228a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-228a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text93" fill="black"><text id="kity_text_419" text-rendering="inherit" font-size="12" dy=".8em" y="683.7000000476837" x="30.5">11.2.1 命名空间与TensorBoard图上节点</text></g></g><g id="minder_node96" opacity="1"><path id="kity_path_1093" fill="rgba(0, 0, 0, .25)" stroke="none" d="M207.5,692h0a53,53,0,0,1,53,53v0a53,53,0,0,1,-53,53h0a53,53,0,0,1,-53,-53v0a53,53,0,0,1,53,-53z" display="none"></path><g id="node_expander93" style="cursor: pointer;" display="none"><path id="kity_path_822" fill="white" stroke="gray" d="M264.5,739.5A6,6,0,1,1,252.5,739.5A6,6,0,1,1,264.5,739.5"></path><path id="kity_path_823" fill="none" stroke="gray"></path></g><path id="node_outline94" fill="none" stroke="none" d="M151.5,728.5h96a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-96a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text94" fill="black"><text id="kity_text_421" text-rendering="inherit" font-size="12" dy=".8em" y="731.7000000476837" x="156.5">11.2.2 节点信息</text></g></g><g id="minder_node94" opacity="1"><path id="kity_path_1094" fill="rgba(0, 0, 0, .25)" stroke="none" d="M435,589h0a130,130,0,0,1,130,130v0a130,130,0,0,1,-130,130h0a130,130,0,0,1,-130,-130v0a130,130,0,0,1,130,-130z" display="none"></path><g id="node_expander94" style="cursor: pointer;"><path id="kity_path_825" fill="white" stroke="gray" d="M558.5,713.5A6,6,0,1,1,546.5,713.5A6,6,0,1,1,558.5,713.5"></path><path id="kity_path_826" fill="none" stroke="gray" d="M548,713.5L557,713.5"></path></g><path id="node_outline95" fill="none" stroke="none" d="M301.5,702.5h240a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-240a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text95" fill="black"><text id="kity_text_423" text-rendering="inherit" font-size="12" dy=".8em" y="705.7000000476837" x="306.5">11.2 TensorFlow计算图可视化（Graphs）</text></g></g><g id="minder_node98" opacity="1"><path id="kity_path_1095" fill="rgba(0, 0, 0, .25)" stroke="none" d="M344,744h0a29,29,0,0,1,29,29v0a29,29,0,0,1,-29,29h0a29,29,0,0,1,-29,-29v0a29,29,0,0,1,29,-29z" display="none"></path><g id="node_expander95" style="cursor: pointer;" display="none"><path id="kity_path_828" fill="white" stroke="gray" d="M380.5,767.5A6,6,0,1,1,368.5,767.5A6,6,0,1,1,380.5,767.5"></path><path id="kity_path_829" fill="none" stroke="gray"></path></g><path id="node_outline96" fill="none" stroke="none" d="M313.5,756.5h50a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-50a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text96" fill="black"><text id="kity_text_425" text-rendering="inherit" font-size="12" dy=".8em" y="759.7000000476837" x="318.5">Scalars</text></g></g><g id="minder_node99" opacity="1"><path id="kity_path_1096" fill="rgba(0, 0, 0, .25)" stroke="none" d="M341,787h0a30,30,0,0,1,30,30v0a30,30,0,0,1,-30,30h0a30,30,0,0,1,-30,-30v0a30,30,0,0,1,30,-30z" display="none"></path><g id="node_expander96" style="cursor: pointer;" display="none"><path id="kity_path_831" fill="white" stroke="gray" d="M378.5,811.5A6,6,0,1,1,366.5,811.5A6,6,0,1,1,378.5,811.5"></path><path id="kity_path_832" fill="none" stroke="gray"></path></g><path id="node_outline97" fill="none" stroke="none" d="M309.5,800.5h52a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-52a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g 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display="none"></path><g id="node_expander99" style="cursor: pointer;"><path id="kity_path_840" fill="white" stroke="gray" d="M551.5,834.5A6,6,0,1,1,539.5,834.5A6,6,0,1,1,551.5,834.5"></path><path id="kity_path_841" fill="none" stroke="gray" d="M541,834.5L550,834.5"></path></g><path id="node_outline100" fill="none" stroke="none" d="M411.5,823.5h123a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-123a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text100" fill="black"><text id="kity_text_433" text-rendering="inherit" font-size="12" dy=".8em" y="826.7000000476837" x="416.5">11.3 监控指标可视化</text></g></g><g id="minder_node103" opacity="1"><path id="kity_path_1100" fill="rgba(0, 0, 0, .25)" stroke="none" d="M212,867h0a69,69,0,0,1,69,69v0a69,69,0,0,1,-69,69h0a69,69,0,0,1,-69,-69v0a69,69,0,0,1,69,-69z" display="none"></path><g id="node_expander100" style="cursor: pointer;" display="none"><path id="kity_path_843" fill="white" stroke="gray" d="M282.5,930.5A6,6,0,1,1,270.5,930.5A6,6,0,1,1,282.5,930.5"></path><path id="kity_path_844" fill="none" stroke="gray"></path></g><path id="node_outline101" fill="none" stroke="none" d="M139.5,919.5h126a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-126a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text101" fill="black"><text id="kity_text_435" text-rendering="inherit" font-size="12" dy=".8em" y="922.7000000476837" x="144.5">prepare：sprite&amp;tsv</text></g></g><g id="minder_node104" opacity="1"><path id="kity_path_1101" fill="rgba(0, 0, 0, .25)" stroke="none" d="M231.5,936h0a45,45,0,0,1,45,45v0a45,45,0,0,1,-45,45h0a45,45,0,0,1,-45,-45v0a45,45,0,0,1,45,-45z" display="none"></path><g id="node_expander101" style="cursor: pointer;" display="none"><path id="kity_path_846" fill="white" stroke="gray" d="M282.5,975.5A6,6,0,1,1,270.5,975.5A6,6,0,1,1,282.5,975.5"></path><path id="kity_path_847" fill="none" stroke="gray"></path></g><path id="node_outline102" fill="none" stroke="none" d="M183.5,964.5h82a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-82a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text102" fill="black"><text id="kity_text_437" text-rendering="inherit" font-size="12" dy=".8em" y="967.7000000476837" x="188.5">visualization</text></g></g><g id="minder_node102" opacity="1"><path id="kity_path_1102" fill="rgba(0, 0, 0, .25)" stroke="none" d="M426,850h0a107,107,0,0,1,107,107v0a107,107,0,0,1,-107,107h0a107,107,0,0,1,-107,-107v0a107,107,0,0,1,107,-107z" display="none"></path><g id="node_expander102" style="cursor: pointer;"><path id="kity_path_849" fill="white" stroke="gray" d="M530.5,951.5A6,6,0,1,1,518.5,951.5A6,6,0,1,1,530.5,951.5"></path><path id="kity_path_850" fill="none" stroke="gray" d="M520,951.5L529,951.5"></path></g><path id="node_outline103" fill="none" stroke="none" d="M315.5,940.5h198a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-198a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text103" fill="black"><text id="kity_text_439" text-rendering="inherit" font-size="12" dy=".8em" y="943.7000000476837" x="320.5">11.4 高维向量可视化（Projector）</text></g></g><g id="minder_node107"><path id="kity_path_1103" fill="rgba(0, 0, 0, .25)" stroke="none" d="M379.5,73h0a46,46,0,0,1,46,46v0a46,46,0,0,1,-46,46h0a46,46,0,0,1,-46,-46v0a46,46,0,0,1,46,-46z" display="none"></path><g id="node_expander106" style="cursor: pointer;" display="none"><path id="kity_path_876" fill="white" stroke="gray" d="M431.5,113.5A6,6,0,1,1,419.5,113.5A6,6,0,1,1,431.5,113.5"></path><path id="kity_path_877" fill="none" stroke="gray"></path></g><path id="node_outline107" fill="none" stroke="none" d="M330.5,102.5h84a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-84a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text107" fill="black"><text id="kity_text_873" text-rendering="inherit" font-size="12" dy=".8em" y="105.70000004768372" x="335.5">查看运算设备</text></g></g><g id="minder_node108"><path id="kity_path_1104" fill="rgba(0, 0, 0, .25)" stroke="none" d="M379.5,125h0a46,46,0,0,1,46,46v0a46,46,0,0,1,-46,46h0a46,46,0,0,1,-46,-46v0a46,46,0,0,1,46,-46z" display="none"></path><g id="node_expander107" style="cursor: pointer;" display="none"><path id="kity_path_884" fill="white" stroke="gray" d="M431.5,165.5A6,6,0,1,1,419.5,165.5A6,6,0,1,1,431.5,165.5"></path><path id="kity_path_885" fill="none" stroke="gray"></path></g><path id="node_outline108" fill="none" stroke="none" d="M330.5,154.5h84a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-84a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text108" fill="black"><text id="kity_text_881" text-rendering="inherit" font-size="12" dy=".8em" y="157.70000004768372" x="335.5">指定运算设备</text></g></g><g id="minder_node109"><path id="kity_path_1105" fill="rgba(0, 0, 0, .25)" stroke="none" d="M368.5,164h0a59,59,0,0,1,59,59v0a59,59,0,0,1,-59,59h0a59,59,0,0,1,-59,-59v0a59,59,0,0,1,59,-59z" display="none"></path><g id="node_expander108" style="cursor: pointer;" display="none"><path id="kity_path_892" fill="white" stroke="gray" d="M431.5,217.5A6,6,0,1,1,419.5,217.5A6,6,0,1,1,431.5,217.5"></path><path id="kity_path_893" fill="none" stroke="gray"></path></g><path id="node_outline109" fill="none" stroke="none" d="M306.5,206.5h108a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-108a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text109" fill="black"><text id="kity_text_889" text-rendering="inherit" font-size="12" dy=".8em" y="209.70000004768372" x="311.5">分配部分个数GPU</text></g></g><g id="minder_node110"><path id="kity_path_1106" fill="rgba(0, 0, 0, .25)" stroke="none" d="M368,215h0a60,60,0,0,1,60,60v0a60,60,0,0,1,-60,60h0a60,60,0,0,1,-60,-60v0a60,60,0,0,1,60,-60z" display="none"></path><g id="node_expander109" style="cursor: pointer;" display="none"><path id="kity_path_900" fill="white" stroke="gray" d="M431.5,269.5A6,6,0,1,1,419.5,269.5A6,6,0,1,1,431.5,269.5"></path><path id="kity_path_901" fill="none" 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x="461.5">异步模式</text></g></g><g id="minder_node113" opacity="1"><path id="kity_path_1109" fill="rgba(0, 0, 0, .25)" stroke="none" d="M496,300h0a34,34,0,0,1,34,34v0a34,34,0,0,1,-34,34h0a34,34,0,0,1,-34,-34v0a34,34,0,0,1,34,-34z" display="none"></path><g id="node_expander112" style="cursor: pointer;" display="none"><path id="kity_path_924" fill="white" stroke="gray" d="M536.5,328.5A6,6,0,1,1,524.5,328.5A6,6,0,1,1,536.5,328.5"></path><path id="kity_path_925" fill="none" stroke="gray"></path></g><path id="node_outline113" fill="none" stroke="none" d="M460.5,317.5h59a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-59a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text113" fill="black"><text id="kity_text_921" text-rendering="inherit" font-size="12" dy=".8em" y="320.7000000476837" x="465.5">同步模式</text></g></g><g id="minder_node111"><path id="kity_path_1110" fill="rgba(0, 0, 0, .25)" stroke="none" 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x="328.5">12.4.1 分布式TF原理</text></g></g><g id="minder_node118" opacity="1"><path id="kity_path_1115" fill="rgba(0, 0, 0, .25)" stroke="none" d="M205.5,438h0a58,58,0,0,1,58,58v0a58,58,0,0,1,-58,58h0a58,58,0,0,1,-58,-58v0a58,58,0,0,1,58,-58z" display="none"></path><g id="node_expander117" style="cursor: pointer;" display="none"><path id="kity_path_964" fill="white" stroke="gray" d="M268.5,490.5A6,6,0,1,1,256.5,490.5A6,6,0,1,1,268.5,490.5"></path><path id="kity_path_965" fill="none" stroke="gray"></path></g><path id="node_outline118" fill="none" stroke="none" d="M144.5,479.5h107a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-107a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text118" fill="black"><text id="kity_text_961" text-rendering="inherit" font-size="12" dy=".8em" y="482.7000000476837" x="149.5">异步模式样例程序</text></g></g><g id="minder_node121" opacity="1"><path id="kity_path_1116" fill="rgba(0, 0, 0, .25)" stroke="none" d="M203.5,481h0a58,58,0,0,1,58,58v0a58,58,0,0,1,-58,58h0a58,58,0,0,1,-58,-58v0a58,58,0,0,1,58,-58z" display="none"></path><g id="node_expander120" style="cursor: pointer;" display="none"><path id="kity_path_988" fill="white" stroke="gray" d="M266.5,533.5A6,6,0,1,1,254.5,533.5A6,6,0,1,1,266.5,533.5"></path><path id="kity_path_989" fill="none" stroke="gray"></path></g><path id="node_outline121" fill="none" stroke="none" d="M142.5,522.5h107a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-107a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text121" fill="black"><text id="kity_text_985" text-rendering="inherit" font-size="12" dy=".8em" y="525.7000000476837" x="147.5">同步模式样例程序</text></g></g><g id="minder_node117"><path id="kity_path_1117" fill="rgba(0, 0, 0, .25)" stroke="none" d="M382,437h0a79,79,0,0,1,79,79v0a79,79,0,0,1,-79,79h0a79,79,0,0,1,-79,-79v0a79,79,0,0,1,79,-79z" display="none"></path><g id="node_expander116" style="cursor: pointer;"><path id="kity_path_956" fill="white" 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d="M686,458.5L695,458.5"></path></g><path id="node_outline115" fill="none" stroke="none" d="M495.5,447.5h184a5,5,0,0,1,5,5v12a5,5,0,0,1,-5,5h-184a5,5,0,0,1,-5,-5v-12a5,5,0,0,1,5,-5z" stroke-width="3"></path><g id="node_text115" fill="black"><text id="kity_text_937" text-rendering="inherit" font-size="12" dy=".8em" y="450.7000000476837" x="500.5">12.4 分布式TF（多机器多GPU）</text></g></g></g></g></svg>